imdb_psc: Python version: 3.7.3 keras version: 2.2.4 Neural network to classify movie reviews. Train on 15000 samples, validate on 10000 samples Epoch 1/20 512/15000 [>.............................] - ETA: 39s - loss: 0.6939 - acc: 0.5020 1536/15000 [==>...........................] - ETA: 12s - loss: 0.6848 - acc: 0.5482 2560/15000 [====>.........................] - ETA: 7s - loss: 0.6629 - acc: 0.6223 3584/15000 [======>.......................] - ETA: 5s - loss: 0.6476 - acc: 0.6406 4608/15000 [========>.....................] - ETA: 3s - loss: 0.6315 - acc: 0.6589 5632/15000 [==========>...................] - ETA: 2s - loss: 0.6151 - acc: 0.6824 6656/15000 [============>.................] - ETA: 2s - loss: 0.5992 - acc: 0.7028 7680/15000 [==============>...............] - ETA: 1s - loss: 0.5816 - acc: 0.7211 8704/15000 [================>.............] - ETA: 1s - loss: 0.5697 - acc: 0.7331 9728/15000 [==================>...........] - ETA: 1s - loss: 0.5609 - acc: 0.7407 10752/15000 [====================>.........] - ETA: 0s - loss: 0.5505 - acc: 0.7495 11776/15000 [======================>.......] - ETA: 0s - loss: 0.5392 - acc: 0.7588 12800/15000 [========================>.....] - ETA: 0s - loss: 0.5284 - acc: 0.7672 13824/15000 [==========================>...] - ETA: 0s - loss: 0.5190 - acc: 0.7737 14848/15000 [============================>.] - ETA: 0s - loss: 0.5100 - acc: 0.7801 15000/15000 [==============================] - 3s 185us/step - loss: 0.5084 - acc: 0.7813 - val_loss: 0.3797 - val_acc: 0.8684 Epoch 2/20 512/15000 [>.............................] - ETA: 0s - loss: 0.3235 - acc: 0.9062 1536/15000 [==>...........................] - ETA: 0s - loss: 0.3322 - acc: 0.9102 2560/15000 [====>.........................] - ETA: 0s - loss: 0.3230 - acc: 0.9102 3584/15000 [======>.......................] - ETA: 0s - loss: 0.3176 - acc: 0.9138 4608/15000 [========>.....................] - ETA: 0s - loss: 0.3119 - acc: 0.9130 5632/15000 [==========>...................] - ETA: 0s - loss: 0.3090 - acc: 0.9135 6656/15000 [============>.................] - ETA: 0s - loss: 0.3073 - acc: 0.9100 7680/15000 [==============>...............] - ETA: 0s - loss: 0.3123 - acc: 0.9052 8704/15000 [================>.............] - ETA: 0s - loss: 0.3115 - acc: 0.9042 9728/15000 [==================>...........] - ETA: 0s - loss: 0.3097 - acc: 0.9046 10752/15000 [====================>.........] - ETA: 0s - loss: 0.3083 - acc: 0.9061 11776/15000 [======================>.......] - ETA: 0s - loss: 0.3065 - acc: 0.9057 12800/15000 [========================>.....] - ETA: 0s - loss: 0.3040 - acc: 0.9048 13824/15000 [==========================>...] - ETA: 0s - loss: 0.3028 - acc: 0.9040 14848/15000 [============================>.] - ETA: 0s - loss: 0.3007 - acc: 0.9046 15000/15000 [==============================] - 1s 91us/step - loss: 0.3004 - acc: 0.9047 - val_loss: 0.3004 - val_acc: 0.8897 Epoch 3/20 512/15000 [>.............................] - ETA: 0s - loss: 0.2119 - acc: 0.9355 1536/15000 [==>...........................] - ETA: 0s - loss: 0.2228 - acc: 0.9316 2560/15000 [====>.........................] - ETA: 0s - loss: 0.2192 - acc: 0.9359 3584/15000 [======>.......................] - ETA: 0s - loss: 0.2249 - acc: 0.9300 4608/15000 [========>.....................] - ETA: 0s - loss: 0.2215 - acc: 0.9327 5632/15000 [==========>...................] - ETA: 0s - loss: 0.2230 - acc: 0.9316 6656/15000 [============>.................] - ETA: 0s - loss: 0.2206 - acc: 0.9318 7680/15000 [==============>...............] - ETA: 0s - loss: 0.2226 - acc: 0.9301 8704/15000 [================>.............] - ETA: 0s - loss: 0.2231 - acc: 0.9275 9728/15000 [==================>...........] - ETA: 0s - loss: 0.2220 - acc: 0.9281 10752/15000 [====================>.........] - ETA: 0s - loss: 0.2205 - acc: 0.9281 11776/15000 [======================>.......] - ETA: 0s - loss: 0.2202 - acc: 0.9279 12800/15000 [========================>.....] - ETA: 0s - loss: 0.2200 - acc: 0.9275 13824/15000 [==========================>...] - ETA: 0s - loss: 0.2182 - acc: 0.9283 14848/15000 [============================>.] - ETA: 0s - loss: 0.2180 - acc: 0.9287 15000/15000 [==============================] - 1s 91us/step - loss: 0.2179 - acc: 0.9285 - val_loss: 0.3085 - val_acc: 0.8711 Epoch 4/20 512/15000 [>.............................] - ETA: 0s - loss: 0.1951 - acc: 0.9375 1536/15000 [==>...........................] - ETA: 0s - loss: 0.1895 - acc: 0.9382 2560/15000 [====>.........................] - ETA: 0s - loss: 0.1854 - acc: 0.9422 3584/15000 [======>.......................] - ETA: 0s - loss: 0.1765 - acc: 0.9478 4608/15000 [========>.....................] - ETA: 0s - loss: 0.1757 - acc: 0.9490 5632/15000 [==========>...................] - ETA: 0s - loss: 0.1771 - acc: 0.9473 6656/15000 [============>.................] - ETA: 0s - loss: 0.1752 - acc: 0.9476 7680/15000 [==============>...............] - ETA: 0s - loss: 0.1740 - acc: 0.9486 8704/15000 [================>.............] - ETA: 0s - loss: 0.1727 - acc: 0.9482 9728/15000 [==================>...........] - ETA: 0s - loss: 0.1718 - acc: 0.9484 10752/15000 [====================>.........] - ETA: 0s - loss: 0.1737 - acc: 0.9467 11776/15000 [======================>.......] - ETA: 0s - loss: 0.1750 - acc: 0.9448 12800/15000 [========================>.....] - ETA: 0s - loss: 0.1770 - acc: 0.9433 13824/15000 [==========================>...] - ETA: 0s - loss: 0.1764 - acc: 0.9436 14848/15000 [============================>.] - ETA: 0s - loss: 0.1753 - acc: 0.9437 15000/15000 [==============================] - 1s 90us/step - loss: 0.1750 - acc: 0.9437 - val_loss: 0.2840 - val_acc: 0.8832 Epoch 5/20 512/15000 [>.............................] - ETA: 0s - loss: 0.1320 - acc: 0.9688 1536/15000 [==>...........................] - ETA: 0s - loss: 0.1438 - acc: 0.9616 2560/15000 [====>.........................] - ETA: 0s - loss: 0.1379 - acc: 0.9633 3584/15000 [======>.......................] - ETA: 0s - loss: 0.1358 - acc: 0.9651 4608/15000 [========>.....................] - ETA: 0s - loss: 0.1355 - acc: 0.9644 5632/15000 [==========>...................] - ETA: 0s - loss: 0.1373 - acc: 0.9631 6656/15000 [============>.................] - ETA: 0s - loss: 0.1416 - acc: 0.9593 7680/15000 [==============>...............] - ETA: 0s - loss: 0.1414 - acc: 0.9586 8704/15000 [================>.............] - ETA: 0s - loss: 0.1396 - acc: 0.9586 9728/15000 [==================>...........] - ETA: 0s - loss: 0.1394 - acc: 0.9586 10752/15000 [====================>.........] - ETA: 0s - loss: 0.1406 - acc: 0.9570 11776/15000 [======================>.......] - ETA: 0s - loss: 0.1412 - acc: 0.9564 12800/15000 [========================>.....] - ETA: 0s - loss: 0.1413 - acc: 0.9555 13824/15000 [==========================>...] - ETA: 0s - loss: 0.1429 - acc: 0.9544 14848/15000 [============================>.] - ETA: 0s - loss: 0.1425 - acc: 0.9542 15000/15000 [==============================] - 1s 91us/step - loss: 0.1427 - acc: 0.9543 - val_loss: 0.2841 - val_acc: 0.8872 Epoch 6/20 512/15000 [>.............................] - ETA: 0s - loss: 0.1232 - acc: 0.9668 1536/15000 [==>...........................] - ETA: 0s - loss: 0.1155 - acc: 0.9688 2560/15000 [====>.........................] - ETA: 0s - loss: 0.1054 - acc: 0.9723 3584/15000 [======>.......................] - ETA: 0s - loss: 0.1069 - acc: 0.9713 4608/15000 [========>.....................] - ETA: 0s - loss: 0.1126 - acc: 0.9698 5632/15000 [==========>...................] - ETA: 0s - loss: 0.1156 - acc: 0.9675 6656/15000 [============>.................] - ETA: 0s - loss: 0.1154 - acc: 0.9674 7680/15000 [==============>...............] - ETA: 0s - loss: 0.1164 - acc: 0.9663 8704/15000 [================>.............] - ETA: 0s - loss: 0.1162 - acc: 0.9653 9728/15000 [==================>...........] - ETA: 0s - loss: 0.1155 - acc: 0.9652 10752/15000 [====================>.........] - ETA: 0s - loss: 0.1153 - acc: 0.9649 11776/15000 [======================>.......] - ETA: 0s - loss: 0.1146 - acc: 0.9649 12800/15000 [========================>.....] - ETA: 0s - loss: 0.1149 - acc: 0.9648 13824/15000 [==========================>...] - ETA: 0s - loss: 0.1154 - acc: 0.9646 14848/15000 [============================>.] - ETA: 0s - loss: 0.1149 - acc: 0.9650 15000/15000 [==============================] - 1s 90us/step - loss: 0.1150 - acc: 0.9650 - val_loss: 0.3166 - val_acc: 0.8772 Epoch 7/20 512/15000 [>.............................] - ETA: 0s - loss: 0.1028 - acc: 0.9707 1536/15000 [==>...........................] - ETA: 0s - loss: 0.1008 - acc: 0.9701 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0958 - acc: 0.9746 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0940 - acc: 0.9746 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0912 - acc: 0.9753 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0901 - acc: 0.9760 6656/15000 [============>.................] - ETA: 0s - loss: 0.0917 - acc: 0.9748 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0942 - acc: 0.9736 8704/15000 [================>.............] - ETA: 0s - loss: 0.0957 - acc: 0.9724 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0972 - acc: 0.9719 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0974 - acc: 0.9717 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0973 - acc: 0.9712 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0972 - acc: 0.9712 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0979 - acc: 0.9707 14848/15000 [============================>.] - ETA: 0s - loss: 0.0981 - acc: 0.9704 15000/15000 [==============================] - 1s 91us/step - loss: 0.0980 - acc: 0.9705 - val_loss: 0.3127 - val_acc: 0.8846 Epoch 8/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0727 - acc: 0.9844 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0710 - acc: 0.9818 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0690 - acc: 0.9836 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0729 - acc: 0.9805 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0757 - acc: 0.9787 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0749 - acc: 0.9789 6656/15000 [============>.................] - ETA: 0s - loss: 0.0751 - acc: 0.9787 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0746 - acc: 0.9790 8704/15000 [================>.............] - ETA: 0s - loss: 0.0758 - acc: 0.9786 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0786 - acc: 0.9772 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0803 - acc: 0.9766 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0797 - acc: 0.9769 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0797 - acc: 0.9767 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0790 - acc: 0.9771 14848/15000 [============================>.] - ETA: 0s - loss: 0.0796 - acc: 0.9768 15000/15000 [==============================] - 1s 90us/step - loss: 0.0807 - acc: 0.9763 - val_loss: 0.3859 - val_acc: 0.8649 Epoch 9/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0833 - acc: 0.9746 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0654 - acc: 0.9831 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0594 - acc: 0.9871 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0589 - acc: 0.9877 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0596 - acc: 0.9874 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0627 - acc: 0.9856 6656/15000 [============>.................] - ETA: 0s - loss: 0.0614 - acc: 0.9860 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0615 - acc: 0.9858 8704/15000 [================>.............] - ETA: 0s - loss: 0.0621 - acc: 0.9852 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0637 - acc: 0.9842 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0669 - acc: 0.9824 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0670 - acc: 0.9823 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0669 - acc: 0.9824 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0662 - acc: 0.9823 14848/15000 [============================>.] - ETA: 0s - loss: 0.0658 - acc: 0.9824 15000/15000 [==============================] - 1s 89us/step - loss: 0.0661 - acc: 0.9821 - val_loss: 0.3635 - val_acc: 0.8782 Epoch 10/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0553 - acc: 0.9922 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0518 - acc: 0.9915 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0517 - acc: 0.9891 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0534 - acc: 0.9886 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0526 - acc: 0.9891 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0525 - acc: 0.9883 6656/15000 [============>.................] - ETA: 0s - loss: 0.0511 - acc: 0.9892 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0520 - acc: 0.9892 8704/15000 [================>.............] - ETA: 0s - loss: 0.0517 - acc: 0.9889 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0516 - acc: 0.9886 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0529 - acc: 0.9878 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0564 - acc: 0.9861 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0569 - acc: 0.9855 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0561 - acc: 0.9855 14848/15000 [============================>.] - ETA: 0s - loss: 0.0557 - acc: 0.9856 15000/15000 [==============================] - 1s 90us/step - loss: 0.0561 - acc: 0.9853 - val_loss: 0.3842 - val_acc: 0.8792 Epoch 11/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0405 - acc: 0.9922 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0322 - acc: 0.9967 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0363 - acc: 0.9949 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0353 - acc: 0.9953 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0341 - acc: 0.9950 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0356 - acc: 0.9940 6656/15000 [============>.................] - ETA: 0s - loss: 0.0354 - acc: 0.9941 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0359 - acc: 0.9940 8704/15000 [================>.............] - ETA: 0s - loss: 0.0380 - acc: 0.9929 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0420 - acc: 0.9907 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0423 - acc: 0.9903 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0426 - acc: 0.9899 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0431 - acc: 0.9898 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0432 - acc: 0.9899 14848/15000 [============================>.] - ETA: 0s - loss: 0.0440 - acc: 0.9893 15000/15000 [==============================] - 1s 91us/step - loss: 0.0439 - acc: 0.9893 - val_loss: 0.4153 - val_acc: 0.8779 Epoch 12/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0291 - acc: 0.9961 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0277 - acc: 0.9974 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0274 - acc: 0.9977 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0276 - acc: 0.9969 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0286 - acc: 0.9967 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0329 - acc: 0.9947 6656/15000 [============>.................] - ETA: 0s - loss: 0.0336 - acc: 0.9944 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0329 - acc: 0.9947 8704/15000 [================>.............] - ETA: 0s - loss: 0.0325 - acc: 0.9947 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0331 - acc: 0.9946 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0337 - acc: 0.9945 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0338 - acc: 0.9943 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0346 - acc: 0.9936 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0373 - acc: 0.9923 14848/15000 [============================>.] - ETA: 0s - loss: 0.0381 - acc: 0.9922 15000/15000 [==============================] - 1s 92us/step - loss: 0.0381 - acc: 0.9921 - val_loss: 0.4525 - val_acc: 0.8690 Epoch 13/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0254 - acc: 1.0000 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0251 - acc: 0.9980 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0279 - acc: 0.9957 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0260 - acc: 0.9964 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0249 - acc: 0.9970 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0239 - acc: 0.9970 6656/15000 [============>.................] - ETA: 0s - loss: 0.0244 - acc: 0.9965 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0256 - acc: 0.9956 8704/15000 [================>.............] - ETA: 0s - loss: 0.0253 - acc: 0.9960 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0256 - acc: 0.9957 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0263 - acc: 0.9953 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0281 - acc: 0.9941 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0300 - acc: 0.9929 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0302 - acc: 0.9926 14848/15000 [============================>.] - ETA: 0s - loss: 0.0301 - acc: 0.9927 15000/15000 [==============================] - 1s 92us/step - loss: 0.0300 - acc: 0.9928 - val_loss: 0.4699 - val_acc: 0.8729 Epoch 14/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0179 - acc: 0.9980 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0189 - acc: 0.9974 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0181 - acc: 0.9977 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0189 - acc: 0.9972 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0187 - acc: 0.9972 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0191 - acc: 0.9972 6656/15000 [============>.................] - ETA: 0s - loss: 0.0190 - acc: 0.9973 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0189 - acc: 0.9974 8704/15000 [================>.............] - ETA: 0s - loss: 0.0190 - acc: 0.9974 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0194 - acc: 0.9971 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0231 - acc: 0.9951 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0253 - acc: 0.9940 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0252 - acc: 0.9941 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0249 - acc: 0.9944 14848/15000 [============================>.] - ETA: 0s - loss: 0.0248 - acc: 0.9945 15000/15000 [==============================] - 1s 91us/step - loss: 0.0247 - acc: 0.9945 - val_loss: 0.5021 - val_acc: 0.8726 Epoch 15/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0103 - acc: 1.0000 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0145 - acc: 0.9980 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0141 - acc: 0.9980 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0147 - acc: 0.9983 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0145 - acc: 0.9985 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0147 - acc: 0.9988 6656/15000 [============>.................] - ETA: 0s - loss: 0.0148 - acc: 0.9986 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0153 - acc: 0.9983 8704/15000 [================>.............] - ETA: 0s - loss: 0.0158 - acc: 0.9985 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0164 - acc: 0.9984 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0166 - acc: 0.9984 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0170 - acc: 0.9982 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0179 - acc: 0.9978 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0176 - acc: 0.9979 14848/15000 [============================>.] - ETA: 0s - loss: 0.0176 - acc: 0.9979 15000/15000 [==============================] - 1s 91us/step - loss: 0.0175 - acc: 0.9979 - val_loss: 0.5341 - val_acc: 0.8693 Epoch 16/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0180 - acc: 0.9941 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0139 - acc: 0.9974 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0128 - acc: 0.9984 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0122 - acc: 0.9989 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0124 - acc: 0.9989 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0121 - acc: 0.9991 6656/15000 [============>.................] - ETA: 0s - loss: 0.0121 - acc: 0.9992 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0127 - acc: 0.9990 8704/15000 [================>.............] - ETA: 0s - loss: 0.0143 - acc: 0.9987 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0150 - acc: 0.9984 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0149 - acc: 0.9983 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0147 - acc: 0.9983 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0145 - acc: 0.9983 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0144 - acc: 0.9983 14848/15000 [============================>.] - ETA: 0s - loss: 0.0149 - acc: 0.9982 15000/15000 [==============================] - 1s 92us/step - loss: 0.0149 - acc: 0.9983 - val_loss: 0.5710 - val_acc: 0.8698 Epoch 17/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0090 - acc: 1.0000 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0081 - acc: 1.0000 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0078 - acc: 1.0000 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0078 - acc: 1.0000 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0079 - acc: 0.9998 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0082 - acc: 0.9998 6656/15000 [============>.................] - ETA: 0s - loss: 0.0081 - acc: 0.9998 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0082 - acc: 0.9999 8704/15000 [================>.............] - ETA: 0s - loss: 0.0087 - acc: 0.9995 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0095 - acc: 0.9993 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0152 - acc: 0.9967 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0163 - acc: 0.9964 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0160 - acc: 0.9967 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0155 - acc: 0.9970 14848/15000 [============================>.] - ETA: 0s - loss: 0.0151 - acc: 0.9970 15000/15000 [==============================] - 1s 92us/step - loss: 0.0151 - acc: 0.9971 - val_loss: 0.6024 - val_acc: 0.8697 Epoch 18/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0075 - acc: 1.0000 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0066 - acc: 1.0000 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0063 - acc: 1.0000 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0064 - acc: 1.0000 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0064 - acc: 1.0000 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0064 - acc: 1.0000 6656/15000 [============>.................] - ETA: 0s - loss: 0.0063 - acc: 1.0000 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0062 - acc: 1.0000 8704/15000 [================>.............] - ETA: 0s - loss: 0.0061 - acc: 1.0000 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0060 - acc: 1.0000 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0062 - acc: 1.0000 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0064 - acc: 0.9998 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0067 - acc: 0.9997 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0069 - acc: 0.9997 14848/15000 [============================>.] - ETA: 0s - loss: 0.0074 - acc: 0.9996 15000/15000 [==============================] - 1s 92us/step - loss: 0.0075 - acc: 0.9996 - val_loss: 0.6782 - val_acc: 0.8633 Epoch 19/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0159 - acc: 0.9980 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0120 - acc: 0.9987 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0093 - acc: 0.9992 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0080 - acc: 0.9994 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0079 - acc: 0.9993 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0071 - acc: 0.9995 6656/15000 [============>.................] - ETA: 0s - loss: 0.0069 - acc: 0.9995 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0065 - acc: 0.9996 8704/15000 [================>.............] - ETA: 0s - loss: 0.0065 - acc: 0.9995 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0065 - acc: 0.9996 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0063 - acc: 0.9996 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0063 - acc: 0.9997 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0066 - acc: 0.9997 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0094 - acc: 0.9986 14848/15000 [============================>.] - ETA: 0s - loss: 0.0117 - acc: 0.9975 15000/15000 [==============================] - 1s 92us/step - loss: 0.0117 - acc: 0.9975 - val_loss: 0.6692 - val_acc: 0.8674 Epoch 20/20 512/15000 [>.............................] - ETA: 0s - loss: 0.0041 - acc: 1.0000 1536/15000 [==>...........................] - ETA: 0s - loss: 0.0039 - acc: 1.0000 2560/15000 [====>.........................] - ETA: 0s - loss: 0.0041 - acc: 1.0000 3584/15000 [======>.......................] - ETA: 0s - loss: 0.0041 - acc: 1.0000 4608/15000 [========>.....................] - ETA: 0s - loss: 0.0040 - acc: 1.0000 5632/15000 [==========>...................] - ETA: 0s - loss: 0.0038 - acc: 1.0000 6656/15000 [============>.................] - ETA: 0s - loss: 0.0038 - acc: 1.0000 7680/15000 [==============>...............] - ETA: 0s - loss: 0.0037 - acc: 1.0000 8704/15000 [================>.............] - ETA: 0s - loss: 0.0037 - acc: 1.0000 9728/15000 [==================>...........] - ETA: 0s - loss: 0.0040 - acc: 0.9999 10752/15000 [====================>.........] - ETA: 0s - loss: 0.0041 - acc: 0.9999 11776/15000 [======================>.......] - ETA: 0s - loss: 0.0040 - acc: 0.9999 12800/15000 [========================>.....] - ETA: 0s - loss: 0.0041 - acc: 0.9998 13824/15000 [==========================>...] - ETA: 0s - loss: 0.0041 - acc: 0.9999 14848/15000 [============================>.] - ETA: 0s - loss: 0.0041 - acc: 0.9999 15000/15000 [==============================] - 1s 92us/step - loss: 0.0041 - acc: 0.9999 - val_loss: 0.6942 - val_acc: 0.8658 Model loss and accuracy on validation data: Final validation loss 0.6941674324035645 Final validation accuracy 0.8657999996185303 Test the model: 32/25000 [..............................] - ETA: 1s 960/25000 [>.............................] - ETA: 1s 1824/25000 [=>............................] - ETA: 1s 2720/25000 [==>...........................] - ETA: 1s 3616/25000 [===>..........................] - ETA: 1s 4544/25000 [====>.........................] - ETA: 1s 5440/25000 [=====>........................] - ETA: 1s 6336/25000 [======>.......................] - ETA: 1s 7232/25000 [=======>......................] - ETA: 1s 8096/25000 [========>.....................] - ETA: 0s 8992/25000 [=========>....................] - ETA: 0s 9888/25000 [==========>...................] - ETA: 0s 10752/25000 [===========>..................] - ETA: 0s 11616/25000 [============>.................] - ETA: 0s 12512/25000 [==============>...............] - ETA: 0s 13440/25000 [===============>..............] - ETA: 0s 14336/25000 [================>.............] - ETA: 0s 15264/25000 [=================>............] - ETA: 0s 16160/25000 [==================>...........] - ETA: 0s 17056/25000 [===================>..........] - ETA: 0s 17984/25000 [====================>.........] - ETA: 0s 18912/25000 [=====================>........] - ETA: 0s 19840/25000 [======================>.......] - ETA: 0s 20800/25000 [=======================>......] - ETA: 0s 21728/25000 [=========================>....] - ETA: 0s 22720/25000 [==========================>...] - ETA: 0s 23616/25000 [===========================>..] - ETA: 0s 24576/25000 [============================>.] - ETA: 0s 25000/25000 [==============================] - 1s 56us/step Model loss and accuracy on test data: loss 0.7696709226202965 acc 0.8496 imdb_psc: Normal end of execution.